Model comparison
MAI-Thinking-1 vs A.X series
Head-to-head evidence from 0 shared benchmark results across 0 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.
Evidence parity. MAI-Thinking-1 and A.X series share 0 comparable benchmark results. 0 of 8 categories are comparable. 13 results are unique to MAI-Thinking-1; 0 to A.X series.
Updated July 23, 2026- Shared results
- 0
- MAI-Thinking-1 only
- 13
- A.X series only
- 0
- Comparable categories
- 0 / 8
Benchmark data for MAI-Thinking-1 and A.X series is coming soon on BenchLM.
Confidence note. This is a partial-evidence comparison with 0 shared benchmark results across 0 evidence categories; 0 of 8 categories currently have scoreable aggregates for both models. Treat the verdict as directional until coverage is more balanced.
Why this result
BenchLM does not have sourced benchmark coverage for A.X series yet. This comparison is currently limited to metadata such as context window, reasoning mode, and pricing where available.
MAI-Thinking-1 has the larger context window at 256K, compared with 64K for A.X series.
Operational comparison
Runtime and commercial metrics are compared only when both models have a complete sourced value.
| Metric | MAI-Thinking-1 | A.X series | Comparison |
|---|---|---|---|
| Input / output priceUSD per 1M tokens | MAI-Thinking-1Not available | A.X seriesNot available | A complete price comparison is not available. |
| Generation speedtokens per second | MAI-Thinking-1Not available | A.X seriesNot available | A complete speed comparison is not available. |
| First-answer latencyseconds to first token | MAI-Thinking-1Not available | A.X seriesNot available | A complete latency comparison is not available. |
| Context windowmaximum listed tokens | MAI-Thinking-1256K | A.X series64K | MAI-Thinking-1 lists the larger context window. |
Benchmark Deep Dive
Agentic1 benchmarks
| Benchmark | MAI-Thinking-1 | A.X series | Result |
|---|---|---|---|
| Terminal-Bench 2.0Source | 46% | — | Not comparable |
Coding3 benchmarks
Reasoning1 benchmarks
| Benchmark | MAI-Thinking-1 | A.X series | Result |
|---|---|---|---|
| Graphwalks BFS 128KSource | 90% | — | Not comparable |
Knowledge4 benchmarks
Math3 benchmarks
Inst. Following1 benchmarks
| Benchmark | MAI-Thinking-1 | A.X series | Result |
|---|---|---|---|
| IFBenchSource | 85% | — | Not comparable |
Frequently Asked Questions (2)
Can I compare MAI-Thinking-1 and A.X series on BenchLM yet?
Not fully yet. BenchLM is tracking both models, but the sourced benchmark breakdown for this comparison is still coming soon.
Why does this comparison show “coming soon”?
BenchLM only shows category winners and benchmark-level calls when we have sourced results that can be compared fairly. For these models, the public benchmark coverage is not complete enough yet.
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